Takeover Tracker
vs

50 shared · 16 different

core competencies

Side-by-Side Comparison

MetricMusicians, InstrumentalUmpires, Referees, and Other Sports Officials
Risk Score19.5%39.7%
Risk TierLow RiskMedium Risk
Risk Percentile5th80th
Tasks at Risk (>50%)3 / 1510 / 15
Median SalaryN/A$38,820
Employment38K15K

Skill Comparison

|

Sorted by largest difference

Hearing Sensitivity
Performing for or Working Directly with the Public
Thinking Creatively
Multilimb Coordination
Auditory Attention
Coaching and Developing Others
Analyzing Data or Information
Originality
Far Vision
Organizing, Planning, and Prioritizing Work
Training and Teaching Others
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Musicians, Instrumental

31%

total discount

Umpires, Referees, and Other Sports Officials

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Musicians, Instrumental

3 of 15 at risk
89%Transpose music to alternate keys, or to fit individual styles or purposes.
59%Arrange and edit music to fit style and purpose.
51%Sight-read musical parts during rehearsals.
37%Practice musical instrument performances, individually or in rehearsal with other musicians, to master individual pieces of music or to maintain and improve skills.
36%Play musical instruments as soloists, or as members or guest artists of musical groups such as orchestras, ensembles, or bands.

Umpires, Referees, and Other Sports Officials

10 of 15 at risk
88%Keep track of event times, including race times and elapsed time during game segments, starting or stopping play when necessary.
88%Verify scoring calculations before competition winners are announced.
88%Compile scores and other athletic records.
86%Report to regulating organizations regarding sporting activities, complaints made, and actions taken or needed such as fines or other disciplinary actions.
86%Verify credentials of participants in sporting events, and make other qualifying determinations such as starting order or handicap number.

Wage Comparison

Musicians, InstrumentalUmpires, Referees, and Other Sports Officials
10th
N/A$25,070
25th
N/A$30,920
Median
N/A$38,820
75th
N/A$53,560
90th
N/A$93,180

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Musicians, Instrumental20282035
Umpires, Referees, and Other Sports Officials20282035
20242030203520402045

Musicians, Instrumental has a longer runway before significant displacement, projected 0 years later than Umpires, Referees, and Other Sports Officials.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Musicians,

0

Unique to Umpires,

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Musicians, InstrumentalUmpires, Referees, and Other Sports Officials